Published on in Vol 24, No 1 (2022): January

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/25440, first published .
Understanding the Nature of Metadata: Systematic Review

Understanding the Nature of Metadata: Systematic Review

Understanding the Nature of Metadata: Systematic Review

Journals

  1. Tsueng G, Cano M, Bento J, Czech C, Kang M, Pache L, Rasmussen L, Savidge T, Starren J, Wu Q, Xin J, Yeaman M, Zhou X, Su A, Wu C, Brown L, Shabman R, Hughes L, Turkarslan S. Developing a standardized but extendable framework to increase the findability of infectious disease datasets. Scientific Data 2023;10(1) View
  2. Bönisch C, Kesztyüs D, Kesztyüs T. Harvesting metadata in clinical care: a crosswalk between FHIR, OMOP, CDISC and openEHR metadata. Scientific Data 2022;9(1) View
  3. Liu W, Fu Y, Liu Q. Metadata as a Methodological Commons: From Aboutness Description to Cognitive Modeling. Data Intelligence 2023;5(1):289 View
  4. Delmestri A, Prieto-Alhambra D. Curator – A data curation tool for clinical real-world evidence. Informatics in Medicine Unlocked 2023;40:101291 View
  5. Stroggilos R, Tserga A, Zoidakis J, Vlahou A, Makridakis M. Tissue proteomics repositories for data reanalysis. Mass Spectrometry Reviews 2024;43(6):1270 View
  6. Fong S, Hamzah N, Ahamed Hassain Malim N, Abdullah J. Neuroscience Data Formats, Models, Repositories and Analytics: A Review. Malaysian Journal of Science and Advanced Technology 2023:141 View
  7. Steffens S, Schröder K, Krüger M, Maack C, Streckfuss-Bömeke K, Backs J, Backofen R, Baeßler B, Devaux Y, Gilsbach R, Heijman J, Knaus J, Kramann R, Linz D, Lister A, Maatz H, Maegdefessel L, Mayr M, Meder B, Nussbeck S, Rog-Zielinska E, Schulz M, Sickmann A, Yigit G, Kohl P. The challenges of research data management in cardiovascular science: a DGK and DZHK position paper—executive summary. Clinical Research in Cardiology 2024;113(5):672 View
  8. Caliskan A, Dangwal S, Dandekar T. Metadata integrity in bioinformatics: Bridging the gap between data and knowledge. Computational and Structural Biotechnology Journal 2023;21:4895 View
  9. Cherradi M, Bouhafer F, EL Haddadi A. Data lake governance using IBM-Watson knowledge catalog. Scientific African 2023;21:e01854 View
  10. Peng Y, Bathelt F, Gebler R, Gött R, Heidenreich A, Henke E, Kadioglu D, Lorenz S, Vengadeswaran A, Sedlmayr M. Use of Metadata-Driven Approaches for Data Harmonization in the Medical Domain: Scoping Review. JMIR Medical Informatics 2024;12:e52967 View
  11. Asok K, Dandpat S, Gupta D, Shrivastava P. Common Metadata Framework for Research Data Repository: Necessity to Support Open Science. Journal of Library Metadata 2024;24(2):133 View
  12. Seep L, Grein S, Splichalova I, Ran D, Mikhael M, Hildebrand S, Lauterbach M, Hiller K, Ribeiro D, Sieckmann K, Kardinal R, Huang H, Yu J, Kallabis S, Behrens J, Till A, Peeva V, Strohmeyer A, Bruder J, Blum T, Soriano-Arroquia A, Tischer D, Kuellmer K, Li Y, Beyer M, Gellner A, Fromme T, Wackerhage H, Klingenspor M, Fenske W, Scheja L, Meissner F, Schlitzer A, Mass E, Wachten D, Latz E, Pfeifer A, Hasenauer J. From Planning Stage Towards FAIR Data: A Practical Metadatasheet For Biomedical Scientists. Scientific Data 2024;11(1) View
  13. Xu J. Image data visualization and communication system based on sensor network simulation and visual feature extraction. Measurement: Sensors 2024;33:101223 View
  14. Kruse J, Wiedekopf J, Kock-Schoppenhauer A, Essenwanger A, Ingenerf J, Ulrich H. A Generic Transformation Approach for Complex Laboratory Data Using the Fast Healthcare Interoperability Resources Mapping Language: Method Development and Implementation. JMIR Medical Informatics 2024;12:e57569 View
  15. Rivero Chávez A, Su W, Han M, Lu Z. Study on Knowledge Graph of Red Cultural Resources from the Perspective of Art Works on the Theme of Cuban Red Revolution History. Libri 2024;74(3):225 View
  16. Sigler L, Ubach P, Mora J, Oñate E. A Review of Technologies and Challenges for Integrated Modeling Analysis. Archives of Computational Methods in Engineering 2025;32(3):1733 View
  17. Heavner S, Kumar V, Anderson W, Al-Hakim T, Dasher P, Armaignac D, Clermont G, Cobb J, Manion S, Remy K, Reuter-Rice K, Haendel M. Critical Data for Critical Care: A Primer on Leveraging Electronic Health Record Data for Research From Society of Critical Care Medicine’s Panel on Data Sharing and Harmonization. Critical Care Explorations 2024;6(11):e1179 View
  18. Brito J, Martins D. Ferramentas de geração automática e semiautomática de metadados. Informação & Informação 2024;29(1):68 View
  19. Bergier I, Barbedo J, Bolfe É, Romani L, Inamasu R, Massruhá S. Framing Concepts of Agriculture 5.0 via Bipartite Analysis. Sustainability 2024;16(24):10851 View
  20. Nandish Shivaprasad . Metadata Repositories in Healthcare Data Architecture. Journal of Sustainable Solutions 2024;1(4):176 View
  21. Jacob D, Ehrenmann F, David R, Tran J, Mirande-Ney C, Chaumeil P. An ecosystem for producing and sharing metadata within the web of FAIR Data. GigaScience 2025;14 View
  22. Scheider S, Mallick M. Exploring Metadata Catalogs in Health Care Data Ecosystems: Taxonomy Development Study. JMIR Formative Research 2025;9:e63396 View
  23. A. S, Seifi L, Sinha P. Streamlining cataloging: Indian librarians’ perspectives on publisher-assigned classification numbers. Technical Services Quarterly 2025;42(2):187 View
  24. Kara B, Şahin A, Dirsehan T. BibexPy: Harmonizing the bibliometric symphony of Scopus and Web of Science. SoftwareX 2025;30:102098 View
  25. Zhu Y, Xia T, Zhu T, Zhao Z, Li K, Hu X. RAPO: An Automated Performance Optimization Tool for Redis Clusters in Distributed Storage Metadata Management. IEEE Access 2025;13:58060 View
  26. Mahlatji M, Ngoepe M. Access to Oral History Content in South Africa: Metadata Skills Matter. Collections: A Journal for Museum and Archives Professionals 2025 View
  27. Medero K, Abdi H, Ford C, Gollust S. Detecting and Preventing Imposter Participants: Methods and Recommendations for Qualitative Researchers. Qualitative Health Research 2025 View
  28. Galli C, Gavrilova A, Calciolari E. Large Language Models in Systematic Review Screening: Opportunities, Challenges, and Methodological Considerations. Information 2025;16(5):378 View
  29. Huang Y, Munteanu V, Love M, Ronkowski C, Deshpande D, Wong-Beringer A, Corbett-Detig R, Dimian M, Moore J, Garmire L, Reddy T, Butte A, Robinson M, Eskin E, Abedalthagafi M, Mangul S. Perceptual and technical barriers in sharing and formatting metadata accompanying omics studies. Cell Genomics 2025;5(5):100845 View
  30. Jiang Y. Research on the Optimization of Digital Object System by Integrating Metadata Standard and Machine Learning Algorithm. Procedia Computer Science 2025;262:849 View

Books/Policy Documents

  1. Walden A, Garza M, Rasmussen L. Clinical Research Informatics. View
  2. Dang V, Aussenac-Gilles N, Megdiche I, Ravat F. Research Challenges in Information Science. View
  3. Kick D, Rösl S, Auer T, Schieder C. Subject-Oriented Business Process Management. Models for Designing Digital Transformations. View
  4. Nizamani M, Awais M, Qayyum M, Khaskheli M, Tarafder E, Wang Y. Deep Learning for Earth Observation and Climate Monitoring. View

Conference Proceedings

  1. Gierend K, Wodke J, Genehr S, Gött R, Henkel R, Krüger F, Mandalka M, Michaelis L, Scheuerlein A, Schröder M, Zeleke A, Waltemath D. Companion Proceedings of the ACM Web Conference 2023. TAPP: Defining standard provenance information for clinical research data and workflows - Obstacles and opportunities View
  2. Narechania A, Du F, Sinha A, Rossi R, Hoffswell J, Guo S, Koh E, Navathe S, Endert A. Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems. DataPilot: Utilizing Quality and Usage Information for Subset Selection during Visual Data Preparation View
  3. Du D. 2024 3rd International Conference on Sentiment Analysis and Deep Learning (ICSADL). Intelligent Building System based on Multi-Modal Optimization of Energy Data Center View